We construct a stratification of the punctual Hilbert scheme of points on a non-reduced and nodal plane curve, . Each stratum is indexed by a new combinatorial object we define: a weak diagonal partition. The approach is based on introducing filtrations on ideals, together with a valuation adapted to the non-reduced structure, which allows us to analyze generators and their degrees of freedom in a systematic way. In particular, each stratum is affine when ; and each stratum is isomorphic to an algebraic torus times an affine space, , when . We consequently compute the Poincaré polynomials of the punctual Hilbert scheme of points on curves when . As an application, we prove the colored Oblomkov-Rasmussen-Shende conjecture for the Hopf link for arbitrary, showing that the Poincaré polynomial is the row-colored link homology up to change of variables.

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